This is the Windows app named Giskard whose latest release can be downloaded as giskard-agentsv1.0.1a1sourcecode.tar.gz. It can be run online in the free hosting provider OnWorks for workstations.
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Giskard
DESCRIPTION
The testing framework dedicated to ML models, from tabular to LLMs. Giskard is an open-source testing framework dedicated to ML models, from tabular models to LLMs. Testing Machine Learning applications can be tedious. Since ML models depend on data, testing scenarios depend on the domain specificities and are often infinite. At Giskard, we believe that Machine Learning needs its own testing framework. Created by ML engineers for ML engineers, Giskard enables you to scan your model to find dozens of vulnerabilities. The Giskard scan automatically detects vulnerability issues such as performance bias, data leakage, unrobustness, spurious correlation, overconfidence, underconfidence, unethical issue, etc. Giskard automatically generates relevant tests based on the vulnerabilities detected by the scan. You can easily customize the tests depending on your use case by defining domain-specific data slicers and transformers as fixtures of your test suites.
Features
- Instantaneously generate domain-specific tests
- Leverage the Quality Assurance best practices of the open-source community
- Scan your model to detect vulnerabilities
- Automatically generate a test suite based on the scan results
- Upload your test suite to the Giskard server
- The testing framework dedicated to ML models
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/giskard.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
